User Guide

In this section you will find additional information about feature-engine’s transformers and feature engineering transformations in general, as well as additional examples.

Transformation

• Missing Data Imputation
• Categorical Encoding
• Discretisation
• Outlier Handling
• Variance Stabilizing Transformations
• Feature Scaling

Creation

• Feature Creation
• Datetime Features
• Text Feature Extraction

Selection

• Feature Selection

Time series

• Time Series Features

Other

• Preprocessing
• Scikit-learn Wrapper

Pipeline

• Pipeline

Tools

• Variable handling functions